Overview
Brought to you by YData
Dataset statistics
| Number of variables | 46 |
|---|---|
| Number of observations | 1470 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 317.4 KiB |
| Average record size in memory | 221.1 B |
Variable types
| Numeric | 15 |
|---|---|
| Boolean | 22 |
| Categorical | 9 |
Age is highly overall correlated with TotalWorkingYears | High correlation |
BusinessTravel_Travel_Frequently is highly overall correlated with BusinessTravel_Travel_Rarely | High correlation |
BusinessTravel_Travel_Rarely is highly overall correlated with BusinessTravel_Travel_Frequently | High correlation |
Department_Research & Development is highly overall correlated with Department_Sales and 1 other fields | High correlation |
Department_Sales is highly overall correlated with Department_Research & Development and 2 other fields | High correlation |
EducationField_Life Sciences is highly overall correlated with EducationField_Medical | High correlation |
EducationField_Marketing is highly overall correlated with Department_Sales | High correlation |
EducationField_Medical is highly overall correlated with EducationField_Life Sciences | High correlation |
JobLevel is highly overall correlated with JobRole_Manager and 2 other fields | High correlation |
JobRole_Manager is highly overall correlated with JobLevel and 2 other fields | High correlation |
JobRole_Research Director is highly overall correlated with MonthlyIncome | High correlation |
JobRole_Sales Executive is highly overall correlated with Department_Research & Development and 1 other fields | High correlation |
MaritalStatus_Married is highly overall correlated with MaritalStatus_Single | High correlation |
MaritalStatus_Single is highly overall correlated with MaritalStatus_Married and 1 other fields | High correlation |
MonthlyIncome is highly overall correlated with JobLevel and 3 other fields | High correlation |
PercentSalaryHike is highly overall correlated with PerformanceRating | High correlation |
PerformanceRating is highly overall correlated with PercentSalaryHike | High correlation |
StockOptionLevel is highly overall correlated with MaritalStatus_Single | High correlation |
TotalWorkingYears is highly overall correlated with Age and 4 other fields | High correlation |
YearsAtCompany is highly overall correlated with TotalWorkingYears and 3 other fields | High correlation |
YearsInCurrentRole is highly overall correlated with YearsAtCompany and 2 other fields | High correlation |
YearsSinceLastPromotion is highly overall correlated with YearsAtCompany and 1 other fields | High correlation |
YearsWithCurrManager is highly overall correlated with YearsAtCompany and 1 other fields | High correlation |
EducationField_Marketing is highly imbalanced (50.6%) | Imbalance |
EducationField_Other is highly imbalanced (69.0%) | Imbalance |
EducationField_Technical Degree is highly imbalanced (56.4%) | Imbalance |
JobRole_Human Resources is highly imbalanced (77.9%) | Imbalance |
JobRole_Manager is highly imbalanced (63.6%) | Imbalance |
JobRole_Manufacturing Director is highly imbalanced (53.5%) | Imbalance |
JobRole_Research Director is highly imbalanced (69.5%) | Imbalance |
JobRole_Sales Representative is highly imbalanced (68.7%) | Imbalance |
EmployeeNumber has unique values | Unique |
NumCompaniesWorked has 197 (13.4%) zeros | Zeros |
TrainingTimesLastYear has 54 (3.7%) zeros | Zeros |
YearsAtCompany has 44 (3.0%) zeros | Zeros |
YearsInCurrentRole has 244 (16.6%) zeros | Zeros |
YearsSinceLastPromotion has 581 (39.5%) zeros | Zeros |
YearsWithCurrManager has 263 (17.9%) zeros | Zeros |
Reproduction
| Analysis started | 2025-03-28 10:25:41.782657 |
|---|---|
| Analysis finished | 2025-03-28 10:26:51.334085 |
| Duration | 1 minute and 9.55 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
Age
Real number (ℝ)
High correlation
| Distinct | 43 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.92381 |
| Minimum | 18 |
|---|---|
| Maximum | 60 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 30 |
| median | 36 |
| Q3 | 43 |
| 95-th percentile | 54 |
| Maximum | 60 |
| Range | 42 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.1353735 |
|---|---|
| Coefficient of variation (CV) | 0.24741146 |
| Kurtosis | -0.40414514 |
| Mean | 36.92381 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.4132863 |
| Sum | 54278 |
| Variance | 83.455049 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=43)
| Value | Count | Frequency (%) |
| 35 | 78 | 5.3% |
| 34 | 77 | 5.2% |
| 36 | 69 | 4.7% |
| 31 | 69 | 4.7% |
| 29 | 68 | 4.6% |
| 32 | 61 | 4.1% |
| 30 | 60 | 4.1% |
| 33 | 58 | 3.9% |
| 38 | 58 | 3.9% |
| 40 | 57 | 3.9% |
| Other values (33) | 815 |
| Value | Count | Frequency (%) |
| 18 | 8 | 0.5% |
| 19 | 9 | 0.6% |
| 20 | 11 | 0.7% |
| 21 | 13 | 0.9% |
| 22 | 16 | 1.1% |
| 23 | 14 | 1.0% |
| 24 | 26 | |
| 25 | 26 | |
| 26 | 39 | |
| 27 | 48 |
| Value | Count | Frequency (%) |
| 60 | 5 | 0.3% |
| 59 | 10 | |
| 58 | 14 | |
| 57 | 4 | 0.3% |
| 56 | 14 | |
| 55 | 22 | |
| 54 | 18 | |
| 53 | 19 | |
| 52 | 18 | |
| 51 | 19 |
| Value | Count | Frequency (%) |
| False | 1233 | |
| True | 237 | 16.1% |
DailyRate
Real number (ℝ)
| Distinct | 886 |
|---|---|
| Distinct (%) | 60.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 802.48571 |
| Minimum | 102 |
|---|---|
| Maximum | 1499 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 102 |
|---|---|
| 5-th percentile | 165.35 |
| Q1 | 465 |
| median | 802 |
| Q3 | 1157 |
| 95-th percentile | 1424.1 |
| Maximum | 1499 |
| Range | 1397 |
| Interquartile range (IQR) | 692 |
Descriptive statistics
| Standard deviation | 403.5091 |
|---|---|
| Coefficient of variation (CV) | 0.50282403 |
| Kurtosis | -1.2038228 |
| Mean | 802.48571 |
| Median Absolute Deviation (MAD) | 344 |
| Skewness | -0.0035185684 |
| Sum | 1179654 |
| Variance | 162819.59 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 691 | 6 | 0.4% |
| 408 | 5 | 0.3% |
| 530 | 5 | 0.3% |
| 1329 | 5 | 0.3% |
| 1082 | 5 | 0.3% |
| 329 | 5 | 0.3% |
| 829 | 4 | 0.3% |
| 1469 | 4 | 0.3% |
| 267 | 4 | 0.3% |
| 217 | 4 | 0.3% |
| Other values (876) | 1423 |
| Value | Count | Frequency (%) |
| 102 | 1 | 0.1% |
| 103 | 1 | 0.1% |
| 104 | 1 | 0.1% |
| 105 | 1 | 0.1% |
| 106 | 1 | 0.1% |
| 107 | 1 | 0.1% |
| 109 | 1 | 0.1% |
| 111 | 3 | |
| 115 | 1 | 0.1% |
| 116 | 2 |
| Value | Count | Frequency (%) |
| 1499 | 1 | 0.1% |
| 1498 | 1 | 0.1% |
| 1496 | 2 | |
| 1495 | 3 | |
| 1492 | 1 | 0.1% |
| 1490 | 4 | |
| 1488 | 1 | 0.1% |
| 1485 | 3 | |
| 1482 | 1 | 0.1% |
| 1480 | 2 |
DistanceFromHome
Real number (ℝ)
| Distinct | 29 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.192517 |
| Minimum | 1 |
|---|---|
| Maximum | 29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 7 |
| Q3 | 14 |
| 95-th percentile | 26 |
| Maximum | 29 |
| Range | 28 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 8.1068644 |
|---|---|
| Coefficient of variation (CV) | 0.88189823 |
| Kurtosis | -0.2248334 |
| Mean | 9.192517 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.958118 |
| Sum | 13513 |
| Variance | 65.721251 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 2 | 211 | |
| 1 | 208 | |
| 10 | 86 | 5.9% |
| 9 | 85 | 5.8% |
| 3 | 84 | 5.7% |
| 7 | 84 | 5.7% |
| 8 | 80 | 5.4% |
| 5 | 65 | 4.4% |
| 4 | 64 | 4.4% |
| 6 | 59 | 4.0% |
| Other values (19) | 444 |
| Value | Count | Frequency (%) |
| 1 | 208 | |
| 2 | 211 | |
| 3 | 84 | 5.7% |
| 4 | 64 | 4.4% |
| 5 | 65 | 4.4% |
| 6 | 59 | 4.0% |
| 7 | 84 | 5.7% |
| 8 | 80 | 5.4% |
| 9 | 85 | |
| 10 | 86 |
| Value | Count | Frequency (%) |
| 29 | 27 | |
| 28 | 23 | |
| 27 | 12 | |
| 26 | 25 | |
| 25 | 25 | |
| 24 | 28 | |
| 23 | 27 | |
| 22 | 19 | |
| 21 | 18 | |
| 20 | 25 |
Education
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 3 | |
|---|---|
| 4 | |
| 2 | |
| 1 | |
| 5 | 48 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 1 |
| 3rd row | 2 |
| 4th row | 4 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 572 | |
| 4 | 398 | |
| 2 | 282 | |
| 1 | 170 | 11.6% |
| 5 | 48 | 3.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 572 | |
| 4 | 398 | |
| 2 | 282 | |
| 1 | 170 | 11.6% |
| 5 | 48 | 3.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 572 | |
| 4 | 398 | |
| 2 | 282 | |
| 1 | 170 | 11.6% |
| 5 | 48 | 3.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 572 | |
| 4 | 398 | |
| 2 | 282 | |
| 1 | 170 | 11.6% |
| 5 | 48 | 3.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 572 | |
| 4 | 398 | |
| 2 | 282 | |
| 1 | 170 | 11.6% |
| 5 | 48 | 3.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 572 | |
| 4 | 398 | |
| 2 | 282 | |
| 1 | 170 | 11.6% |
| 5 | 48 | 3.3% |
EmployeeNumber
Real number (ℝ)
Unique
| Distinct | 1470 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1024.8653 |
| Minimum | 1 |
|---|---|
| Maximum | 2068 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 96.45 |
| Q1 | 491.25 |
| median | 1020.5 |
| Q3 | 1555.75 |
| 95-th percentile | 1967.55 |
| Maximum | 2068 |
| Range | 2067 |
| Interquartile range (IQR) | 1064.5 |
Descriptive statistics
| Standard deviation | 602.02433 |
|---|---|
| Coefficient of variation (CV) | 0.58741801 |
| Kurtosis | -1.2231789 |
| Mean | 1024.8653 |
| Median Absolute Deviation (MAD) | 533.5 |
| Skewness | 0.01657402 |
| Sum | 1506552 |
| Variance | 362433.3 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 1 | 0.1% |
| 1391 | 1 | 0.1% |
| 1389 | 1 | 0.1% |
| 1387 | 1 | 0.1% |
| 1383 | 1 | 0.1% |
| 1382 | 1 | 0.1% |
| 1380 | 1 | 0.1% |
| 1379 | 1 | 0.1% |
| 1377 | 1 | 0.1% |
| 1375 | 1 | 0.1% |
| Other values (1460) | 1460 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 10 | 1 | |
| 11 | 1 | |
| 12 | 1 | |
| 13 | 1 |
| Value | Count | Frequency (%) |
| 2068 | 1 | |
| 2065 | 1 | |
| 2064 | 1 | |
| 2062 | 1 | |
| 2061 | 1 | |
| 2060 | 1 | |
| 2057 | 1 | |
| 2056 | 1 | |
| 2055 | 1 | |
| 2054 | 1 |
EnvironmentSatisfaction
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 3 | |
|---|---|
| 4 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 3 |
| 3rd row | 4 |
| 4th row | 4 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 453 | |
| 4 | 446 | |
| 2 | 287 | |
| 1 | 284 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 453 | |
| 4 | 446 | |
| 2 | 287 | |
| 1 | 284 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 453 | |
| 4 | 446 | |
| 2 | 287 | |
| 1 | 284 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 453 | |
| 4 | 446 | |
| 2 | 287 | |
| 1 | 284 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 453 | |
| 4 | 446 | |
| 2 | 287 | |
| 1 | 284 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 453 | |
| 4 | 446 | |
| 2 | 287 | |
| 1 | 284 |
HourlyRate
Real number (ℝ)
| Distinct | 71 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65.891156 |
| Minimum | 30 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 30 |
|---|---|
| 5-th percentile | 33 |
| Q1 | 48 |
| median | 66 |
| Q3 | 83.75 |
| 95-th percentile | 97 |
| Maximum | 100 |
| Range | 70 |
| Interquartile range (IQR) | 35.75 |
Descriptive statistics
| Standard deviation | 20.329428 |
|---|---|
| Coefficient of variation (CV) | 0.30853044 |
| Kurtosis | -1.1963985 |
| Mean | 65.891156 |
| Median Absolute Deviation (MAD) | 18 |
| Skewness | -0.032310953 |
| Sum | 96860 |
| Variance | 413.28563 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 66 | 29 | 2.0% |
| 98 | 28 | 1.9% |
| 42 | 28 | 1.9% |
| 48 | 28 | 1.9% |
| 84 | 28 | 1.9% |
| 57 | 27 | 1.8% |
| 79 | 27 | 1.8% |
| 96 | 27 | 1.8% |
| 54 | 26 | 1.8% |
| 52 | 26 | 1.8% |
| Other values (61) | 1196 |
| Value | Count | Frequency (%) |
| 30 | 19 | |
| 31 | 15 | |
| 32 | 24 | |
| 33 | 19 | |
| 34 | 12 | |
| 35 | 18 | |
| 36 | 18 | |
| 37 | 18 | |
| 38 | 13 | |
| 39 | 17 |
| Value | Count | Frequency (%) |
| 100 | 19 | |
| 99 | 20 | |
| 98 | 28 | |
| 97 | 21 | |
| 96 | 27 | |
| 95 | 23 | |
| 94 | 22 | |
| 93 | 16 | |
| 92 | 25 | |
| 91 | 18 |
JobInvolvement
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 3 | |
|---|---|
| 2 | |
| 4 | |
| 1 | 83 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 868 | |
| 2 | 375 | |
| 4 | 144 | 9.8% |
| 1 | 83 | 5.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 868 | |
| 2 | 375 | |
| 4 | 144 | 9.8% |
| 1 | 83 | 5.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 868 | |
| 2 | 375 | |
| 4 | 144 | 9.8% |
| 1 | 83 | 5.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 868 | |
| 2 | 375 | |
| 4 | 144 | 9.8% |
| 1 | 83 | 5.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 868 | |
| 2 | 375 | |
| 4 | 144 | 9.8% |
| 1 | 83 | 5.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 868 | |
| 2 | 375 | |
| 4 | 144 | 9.8% |
| 1 | 83 | 5.6% |
JobLevel
Categorical
High correlation
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 1 | |
|---|---|
| 2 | |
| 3 | |
| 4 | |
| 5 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 543 | |
| 2 | 534 | |
| 3 | 218 | |
| 4 | 106 | 7.2% |
| 5 | 69 | 4.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 543 | |
| 2 | 534 | |
| 3 | 218 | |
| 4 | 106 | 7.2% |
| 5 | 69 | 4.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 543 | |
| 2 | 534 | |
| 3 | 218 | |
| 4 | 106 | 7.2% |
| 5 | 69 | 4.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 543 | |
| 2 | 534 | |
| 3 | 218 | |
| 4 | 106 | 7.2% |
| 5 | 69 | 4.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 543 | |
| 2 | 534 | |
| 3 | 218 | |
| 4 | 106 | 7.2% |
| 5 | 69 | 4.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 543 | |
| 2 | 534 | |
| 3 | 218 | |
| 4 | 106 | 7.2% |
| 5 | 69 | 4.7% |
JobSatisfaction
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 4 | |
|---|---|
| 3 | |
| 1 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 2 |
| 3rd row | 3 |
| 4th row | 3 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 459 | |
| 3 | 442 | |
| 1 | 289 | |
| 2 | 280 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4 | 459 | |
| 3 | 442 | |
| 1 | 289 | |
| 2 | 280 |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 459 | |
| 3 | 442 | |
| 1 | 289 | |
| 2 | 280 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 4 | 459 | |
| 3 | 442 | |
| 1 | 289 | |
| 2 | 280 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 4 | 459 | |
| 3 | 442 | |
| 1 | 289 | |
| 2 | 280 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 4 | 459 | |
| 3 | 442 | |
| 1 | 289 | |
| 2 | 280 |
MonthlyIncome
Real number (ℝ)
High correlation
| Distinct | 1349 |
|---|---|
| Distinct (%) | 91.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6502.9313 |
| Minimum | 1009 |
|---|---|
| Maximum | 19999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 1009 |
|---|---|
| 5-th percentile | 2097.9 |
| Q1 | 2911 |
| median | 4919 |
| Q3 | 8379 |
| 95-th percentile | 17821.35 |
| Maximum | 19999 |
| Range | 18990 |
| Interquartile range (IQR) | 5468 |
Descriptive statistics
| Standard deviation | 4707.9568 |
|---|---|
| Coefficient of variation (CV) | 0.72397455 |
| Kurtosis | 1.0052327 |
| Mean | 6502.9313 |
| Median Absolute Deviation (MAD) | 2199 |
| Skewness | 1.3698167 |
| Sum | 9559309 |
| Variance | 22164857 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2342 | 4 | 0.3% |
| 6142 | 3 | 0.2% |
| 2741 | 3 | 0.2% |
| 2559 | 3 | 0.2% |
| 2610 | 3 | 0.2% |
| 2451 | 3 | 0.2% |
| 5562 | 3 | 0.2% |
| 3452 | 3 | 0.2% |
| 2380 | 3 | 0.2% |
| 6347 | 3 | 0.2% |
| Other values (1339) | 1439 |
| Value | Count | Frequency (%) |
| 1009 | 1 | |
| 1051 | 1 | |
| 1052 | 1 | |
| 1081 | 1 | |
| 1091 | 1 | |
| 1102 | 1 | |
| 1118 | 1 | |
| 1129 | 1 | |
| 1200 | 1 | |
| 1223 | 1 |
| Value | Count | Frequency (%) |
| 19999 | 1 | |
| 19973 | 1 | |
| 19943 | 1 | |
| 19926 | 1 | |
| 19859 | 1 | |
| 19847 | 1 | |
| 19845 | 1 | |
| 19833 | 1 | |
| 19740 | 1 | |
| 19717 | 1 |
MonthlyRate
Real number (ℝ)
| Distinct | 1427 |
|---|---|
| Distinct (%) | 97.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14313.103 |
| Minimum | 2094 |
|---|---|
| Maximum | 26999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 2094 |
|---|---|
| 5-th percentile | 3384.55 |
| Q1 | 8047 |
| median | 14235.5 |
| Q3 | 20461.5 |
| 95-th percentile | 25431.9 |
| Maximum | 26999 |
| Range | 24905 |
| Interquartile range (IQR) | 12414.5 |
Descriptive statistics
| Standard deviation | 7117.786 |
|---|---|
| Coefficient of variation (CV) | 0.4972916 |
| Kurtosis | -1.2149561 |
| Mean | 14313.103 |
| Median Absolute Deviation (MAD) | 6206.5 |
| Skewness | 0.018577808 |
| Sum | 21040262 |
| Variance | 50662878 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4223 | 3 | 0.2% |
| 9150 | 3 | 0.2% |
| 9558 | 2 | 0.1% |
| 12858 | 2 | 0.1% |
| 22074 | 2 | 0.1% |
| 25326 | 2 | 0.1% |
| 9096 | 2 | 0.1% |
| 13008 | 2 | 0.1% |
| 12355 | 2 | 0.1% |
| 7744 | 2 | 0.1% |
| Other values (1417) | 1448 |
| Value | Count | Frequency (%) |
| 2094 | 1 | |
| 2097 | 1 | |
| 2104 | 1 | |
| 2112 | 1 | |
| 2122 | 1 | |
| 2125 | 2 | |
| 2137 | 1 | |
| 2227 | 1 | |
| 2243 | 1 | |
| 2253 | 1 |
| Value | Count | Frequency (%) |
| 26999 | 1 | |
| 26997 | 1 | |
| 26968 | 1 | |
| 26959 | 1 | |
| 26956 | 1 | |
| 26933 | 1 | |
| 26914 | 1 | |
| 26897 | 1 | |
| 26894 | 1 | |
| 26862 | 1 |
NumCompaniesWorked
Real number (ℝ)
Zeros
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.6931973 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 197 |
| Zeros (%) | 13.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.498009 |
|---|---|
| Coefficient of variation (CV) | 0.92752545 |
| Kurtosis | 0.010213817 |
| Mean | 2.6931973 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.0264711 |
| Sum | 3959 |
| Variance | 6.240049 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 1 | 521 | |
| 0 | 197 | 13.4% |
| 3 | 159 | 10.8% |
| 2 | 146 | 9.9% |
| 4 | 139 | 9.5% |
| 7 | 74 | 5.0% |
| 6 | 70 | 4.8% |
| 5 | 63 | 4.3% |
| 9 | 52 | 3.5% |
| 8 | 49 | 3.3% |
| Value | Count | Frequency (%) |
| 0 | 197 | 13.4% |
| 1 | 521 | |
| 2 | 146 | 9.9% |
| 3 | 159 | 10.8% |
| 4 | 139 | 9.5% |
| 5 | 63 | 4.3% |
| 6 | 70 | 4.8% |
| 7 | 74 | 5.0% |
| 8 | 49 | 3.3% |
| 9 | 52 | 3.5% |
| Value | Count | Frequency (%) |
| 9 | 52 | 3.5% |
| 8 | 49 | 3.3% |
| 7 | 74 | 5.0% |
| 6 | 70 | 4.8% |
| 5 | 63 | 4.3% |
| 4 | 139 | 9.5% |
| 3 | 159 | 10.8% |
| 2 | 146 | 9.9% |
| 1 | 521 | |
| 0 | 197 | 13.4% |
PercentSalaryHike
Real number (ℝ)
High correlation
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.209524 |
| Minimum | 11 |
|---|---|
| Maximum | 25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 12 |
| median | 14 |
| Q3 | 18 |
| 95-th percentile | 22 |
| Maximum | 25 |
| Range | 14 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.6599377 |
|---|---|
| Coefficient of variation (CV) | 0.2406346 |
| Kurtosis | -0.30059822 |
| Mean | 15.209524 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.82112798 |
| Sum | 22358 |
| Variance | 13.395144 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 11 | 210 | |
| 13 | 209 | |
| 14 | 201 | |
| 12 | 198 | |
| 15 | 101 | |
| 18 | 89 | |
| 17 | 82 | 5.6% |
| 16 | 78 | 5.3% |
| 19 | 76 | 5.2% |
| 22 | 56 | 3.8% |
| Other values (5) | 170 |
| Value | Count | Frequency (%) |
| 11 | 210 | |
| 12 | 198 | |
| 13 | 209 | |
| 14 | 201 | |
| 15 | 101 | |
| 16 | 78 | 5.3% |
| 17 | 82 | 5.6% |
| 18 | 89 | |
| 19 | 76 | 5.2% |
| 20 | 55 | 3.7% |
| Value | Count | Frequency (%) |
| 25 | 18 | 1.2% |
| 24 | 21 | 1.4% |
| 23 | 28 | 1.9% |
| 22 | 56 | |
| 21 | 48 | |
| 20 | 55 | |
| 19 | 76 | |
| 18 | 89 | |
| 17 | 82 | |
| 16 | 78 |
PerformanceRating
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 3 | |
|---|---|
| 4 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 4 |
| 3rd row | 3 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 1244 | |
| 4 | 226 | 15.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 1244 | |
| 4 | 226 | 15.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 1244 | |
| 4 | 226 | 15.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 1244 | |
| 4 | 226 | 15.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 1244 | |
| 4 | 226 | 15.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 1244 | |
| 4 | 226 | 15.4% |
RelationshipSatisfaction
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 3 | |
|---|---|
| 4 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 4 |
| 3rd row | 2 |
| 4th row | 3 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 459 | |
| 4 | 432 | |
| 2 | 303 | |
| 1 | 276 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 459 | |
| 4 | 432 | |
| 2 | 303 | |
| 1 | 276 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 459 | |
| 4 | 432 | |
| 2 | 303 | |
| 1 | 276 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 459 | |
| 4 | 432 | |
| 2 | 303 | |
| 1 | 276 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 459 | |
| 4 | 432 | |
| 2 | 303 | |
| 1 | 276 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 459 | |
| 4 | 432 | |
| 2 | 303 | |
| 1 | 276 |
StockOptionLevel
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | |
| 3 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 631 | |
| 1 | 596 | |
| 2 | 158 | 10.7% |
| 3 | 85 | 5.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 631 | |
| 1 | 596 | |
| 2 | 158 | 10.7% |
| 3 | 85 | 5.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 631 | |
| 1 | 596 | |
| 2 | 158 | 10.7% |
| 3 | 85 | 5.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 631 | |
| 1 | 596 | |
| 2 | 158 | 10.7% |
| 3 | 85 | 5.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 631 | |
| 1 | 596 | |
| 2 | 158 | 10.7% |
| 3 | 85 | 5.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 631 | |
| 1 | 596 | |
| 2 | 158 | 10.7% |
| 3 | 85 | 5.8% |
TotalWorkingYears
Real number (ℝ)
High correlation
| Distinct | 40 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.279592 |
| Minimum | 0 |
|---|---|
| Maximum | 40 |
| Zeros | 11 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 6 |
| median | 10 |
| Q3 | 15 |
| 95-th percentile | 28 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 7.7807817 |
|---|---|
| Coefficient of variation (CV) | 0.68981057 |
| Kurtosis | 0.91826954 |
| Mean | 11.279592 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.1171719 |
| Sum | 16581 |
| Variance | 60.540563 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=40)
| Value | Count | Frequency (%) |
| 10 | 202 | 13.7% |
| 6 | 125 | 8.5% |
| 8 | 103 | 7.0% |
| 9 | 96 | 6.5% |
| 5 | 88 | 6.0% |
| 7 | 81 | 5.5% |
| 1 | 81 | 5.5% |
| 4 | 63 | 4.3% |
| 12 | 48 | 3.3% |
| 3 | 42 | 2.9% |
| Other values (30) | 541 |
| Value | Count | Frequency (%) |
| 0 | 11 | 0.7% |
| 1 | 81 | |
| 2 | 31 | 2.1% |
| 3 | 42 | 2.9% |
| 4 | 63 | |
| 5 | 88 | |
| 6 | 125 | |
| 7 | 81 | |
| 8 | 103 | |
| 9 | 96 |
| Value | Count | Frequency (%) |
| 40 | 2 | 0.1% |
| 38 | 1 | 0.1% |
| 37 | 4 | |
| 36 | 6 | |
| 35 | 3 | 0.2% |
| 34 | 5 | |
| 33 | 7 | |
| 32 | 9 | |
| 31 | 9 | |
| 30 | 7 |
TrainingTimesLastYear
Real number (ℝ)
Zeros
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7993197 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 54 |
| Zeros (%) | 3.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.2892706 |
|---|---|
| Coefficient of variation (CV) | 0.46056569 |
| Kurtosis | 0.49499299 |
| Mean | 2.7993197 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.55312417 |
| Sum | 4115 |
| Variance | 1.6622187 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 2 | 547 | |
| 3 | 491 | |
| 4 | 123 | 8.4% |
| 5 | 119 | 8.1% |
| 1 | 71 | 4.8% |
| 6 | 65 | 4.4% |
| 0 | 54 | 3.7% |
| Value | Count | Frequency (%) |
| 0 | 54 | 3.7% |
| 1 | 71 | 4.8% |
| 2 | 547 | |
| 3 | 491 | |
| 4 | 123 | 8.4% |
| 5 | 119 | 8.1% |
| 6 | 65 | 4.4% |
| Value | Count | Frequency (%) |
| 6 | 65 | 4.4% |
| 5 | 119 | 8.1% |
| 4 | 123 | 8.4% |
| 3 | 491 | |
| 2 | 547 | |
| 1 | 71 | 4.8% |
| 0 | 54 | 3.7% |
WorkLifeBalance
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 3 | |
|---|---|
| 2 | |
| 4 | |
| 1 | 80 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 3 |
| 3rd row | 3 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 893 | |
| 2 | 344 | 23.4% |
| 4 | 153 | 10.4% |
| 1 | 80 | 5.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 893 | |
| 2 | 344 | 23.4% |
| 4 | 153 | 10.4% |
| 1 | 80 | 5.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 893 | |
| 2 | 344 | 23.4% |
| 4 | 153 | 10.4% |
| 1 | 80 | 5.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 893 | |
| 2 | 344 | 23.4% |
| 4 | 153 | 10.4% |
| 1 | 80 | 5.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 893 | |
| 2 | 344 | 23.4% |
| 4 | 153 | 10.4% |
| 1 | 80 | 5.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1470 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 893 | |
| 2 | 344 | 23.4% |
| 4 | 153 | 10.4% |
| 1 | 80 | 5.4% |
YearsAtCompany
Real number (ℝ)
High correlation Zeros
| Distinct | 37 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.0081633 |
| Minimum | 0 |
|---|---|
| Maximum | 40 |
| Zeros | 44 |
| Zeros (%) | 3.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 9 |
| 95-th percentile | 20 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 6.1265252 |
|---|---|
| Coefficient of variation (CV) | 0.87419841 |
| Kurtosis | 3.9355088 |
| Mean | 7.0081633 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.7645295 |
| Sum | 10302 |
| Variance | 37.53431 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=37)
| Value | Count | Frequency (%) |
| 5 | 196 | |
| 1 | 171 | |
| 3 | 128 | |
| 2 | 127 | |
| 10 | 120 | |
| 4 | 110 | 7.5% |
| 7 | 90 | 6.1% |
| 9 | 82 | 5.6% |
| 8 | 80 | 5.4% |
| 6 | 76 | 5.2% |
| Other values (27) | 290 |
| Value | Count | Frequency (%) |
| 0 | 44 | 3.0% |
| 1 | 171 | |
| 2 | 127 | |
| 3 | 128 | |
| 4 | 110 | |
| 5 | 196 | |
| 6 | 76 | 5.2% |
| 7 | 90 | |
| 8 | 80 | |
| 9 | 82 |
| Value | Count | Frequency (%) |
| 40 | 1 | 0.1% |
| 37 | 1 | 0.1% |
| 36 | 2 | 0.1% |
| 34 | 1 | 0.1% |
| 33 | 5 | |
| 32 | 3 | |
| 31 | 3 | |
| 30 | 1 | 0.1% |
| 29 | 2 | 0.1% |
| 27 | 2 | 0.1% |
YearsInCurrentRole
Real number (ℝ)
High correlation Zeros
| Distinct | 19 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.2292517 |
| Minimum | 0 |
|---|---|
| Maximum | 18 |
| Zeros | 244 |
| Zeros (%) | 16.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 11 |
| Maximum | 18 |
| Range | 18 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.623137 |
|---|---|
| Coefficient of variation (CV) | 0.85668513 |
| Kurtosis | 0.47742077 |
| Mean | 4.2292517 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.91736316 |
| Sum | 6217 |
| Variance | 13.127122 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 2 | 372 | |
| 0 | 244 | |
| 7 | 222 | |
| 3 | 135 | 9.2% |
| 4 | 104 | 7.1% |
| 8 | 89 | 6.1% |
| 9 | 67 | 4.6% |
| 1 | 57 | 3.9% |
| 6 | 37 | 2.5% |
| 5 | 36 | 2.4% |
| Other values (9) | 107 | 7.3% |
| Value | Count | Frequency (%) |
| 0 | 244 | |
| 1 | 57 | 3.9% |
| 2 | 372 | |
| 3 | 135 | 9.2% |
| 4 | 104 | 7.1% |
| 5 | 36 | 2.4% |
| 6 | 37 | 2.5% |
| 7 | 222 | |
| 8 | 89 | 6.1% |
| 9 | 67 | 4.6% |
| Value | Count | Frequency (%) |
| 18 | 2 | 0.1% |
| 17 | 4 | 0.3% |
| 16 | 7 | 0.5% |
| 15 | 8 | 0.5% |
| 14 | 11 | 0.7% |
| 13 | 14 | 1.0% |
| 12 | 10 | 0.7% |
| 11 | 22 | 1.5% |
| 10 | 29 | |
| 9 | 67 |
YearsSinceLastPromotion
Real number (ℝ)
High correlation Zeros
| Distinct | 16 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.1877551 |
| Minimum | 0 |
|---|---|
| Maximum | 15 |
| Zeros | 581 |
| Zeros (%) | 39.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 9 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.2224303 |
|---|---|
| Coefficient of variation (CV) | 1.4729392 |
| Kurtosis | 3.6126731 |
| Mean | 2.1877551 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.98429 |
| Sum | 3216 |
| Variance | 10.384057 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 0 | 581 | |
| 1 | 357 | |
| 2 | 159 | 10.8% |
| 7 | 76 | 5.2% |
| 4 | 61 | 4.1% |
| 3 | 52 | 3.5% |
| 5 | 45 | 3.1% |
| 6 | 32 | 2.2% |
| 11 | 24 | 1.6% |
| 8 | 18 | 1.2% |
| Other values (6) | 65 | 4.4% |
| Value | Count | Frequency (%) |
| 0 | 581 | |
| 1 | 357 | |
| 2 | 159 | 10.8% |
| 3 | 52 | 3.5% |
| 4 | 61 | 4.1% |
| 5 | 45 | 3.1% |
| 6 | 32 | 2.2% |
| 7 | 76 | 5.2% |
| 8 | 18 | 1.2% |
| 9 | 17 | 1.2% |
| Value | Count | Frequency (%) |
| 15 | 13 | 0.9% |
| 14 | 9 | 0.6% |
| 13 | 10 | 0.7% |
| 12 | 10 | 0.7% |
| 11 | 24 | 1.6% |
| 10 | 6 | 0.4% |
| 9 | 17 | 1.2% |
| 8 | 18 | 1.2% |
| 7 | 76 | |
| 6 | 32 |
YearsWithCurrManager
Real number (ℝ)
High correlation Zeros
| Distinct | 18 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.1231293 |
| Minimum | 0 |
|---|---|
| Maximum | 17 |
| Zeros | 263 |
| Zeros (%) | 17.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.5681361 |
|---|---|
| Coefficient of variation (CV) | 0.86539517 |
| Kurtosis | 0.17105808 |
| Mean | 4.1231293 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.83345099 |
| Sum | 6061 |
| Variance | 12.731595 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 2 | 344 | |
| 0 | 263 | |
| 7 | 216 | |
| 3 | 142 | |
| 8 | 107 | 7.3% |
| 4 | 98 | 6.7% |
| 1 | 76 | 5.2% |
| 9 | 64 | 4.4% |
| 5 | 31 | 2.1% |
| 6 | 29 | 2.0% |
| Other values (8) | 100 | 6.8% |
| Value | Count | Frequency (%) |
| 0 | 263 | |
| 1 | 76 | 5.2% |
| 2 | 344 | |
| 3 | 142 | |
| 4 | 98 | 6.7% |
| 5 | 31 | 2.1% |
| 6 | 29 | 2.0% |
| 7 | 216 | |
| 8 | 107 | 7.3% |
| 9 | 64 | 4.4% |
| Value | Count | Frequency (%) |
| 17 | 7 | 0.5% |
| 16 | 2 | 0.1% |
| 15 | 5 | 0.3% |
| 14 | 5 | 0.3% |
| 13 | 14 | 1.0% |
| 12 | 18 | 1.2% |
| 11 | 22 | 1.5% |
| 10 | 27 | 1.8% |
| 9 | 64 | |
| 8 | 107 |
BusinessTravel_Travel_Frequently
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 1193 | |
| True | 277 | 18.8% |
BusinessTravel_Travel_Rarely
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 1043 | |
| False | 427 |
Department_Research & Development
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 961 | |
| False | 509 |
Department_Sales
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 1024 | |
| True | 446 |
EducationField_Life Sciences
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 864 | |
| True | 606 |
EducationField_Marketing
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 1311 | |
| True | 159 | 10.8% |
EducationField_Medical
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 1006 | |
| True | 464 |
EducationField_Other
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| False | |
|---|---|
| True | 82 |
| Value | Count | Frequency (%) |
| False | 1388 | |
| True | 82 | 5.6% |
EducationField_Technical Degree
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| False | |
|---|---|
| True | 132 |
| Value | Count | Frequency (%) |
| False | 1338 | |
| True | 132 | 9.0% |
| Value | Count | Frequency (%) |
| True | 882 | |
| False | 588 |
JobRole_Human Resources
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| False | |
|---|---|
| True | 52 |
| Value | Count | Frequency (%) |
| False | 1418 | |
| True | 52 | 3.5% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 1211 | |
| True | 259 | 17.6% |
JobRole_Manager
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| False | |
|---|---|
| True | 102 |
| Value | Count | Frequency (%) |
| False | 1368 | |
| True | 102 | 6.9% |
JobRole_Manufacturing Director
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 1325 | |
| True | 145 | 9.9% |
JobRole_Research Director
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| False | |
|---|---|
| True | 80 |
| Value | Count | Frequency (%) |
| False | 1390 | |
| True | 80 | 5.4% |
JobRole_Research Scientist
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 1178 | |
| True | 292 | 19.9% |
JobRole_Sales Executive
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 1144 | |
| True | 326 | 22.2% |
JobRole_Sales Representative
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| False | |
|---|---|
| True | 83 |
| Value | Count | Frequency (%) |
| False | 1387 | |
| True | 83 | 5.6% |
MaritalStatus_Married
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 797 | |
| True | 673 |
MaritalStatus_Single
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 1000 | |
| True | 470 |
| Value | Count | Frequency (%) |
| False | 1054 | |
| True | 416 | 28.3% |
Interactions
Correlations
| Age | Attrition | BusinessTravel_Travel_Frequently | BusinessTravel_Travel_Rarely | DailyRate | Department_Research & Development | Department_Sales | DistanceFromHome | Education | EducationField_Life Sciences | EducationField_Marketing | EducationField_Medical | EducationField_Other | EducationField_Technical Degree | EmployeeNumber | EnvironmentSatisfaction | Gender_Male | HourlyRate | JobInvolvement | JobLevel | JobRole_Human Resources | JobRole_Laboratory Technician | JobRole_Manager | JobRole_Manufacturing Director | JobRole_Research Director | JobRole_Research Scientist | JobRole_Sales Executive | JobRole_Sales Representative | JobSatisfaction | MaritalStatus_Married | MaritalStatus_Single | MonthlyIncome | MonthlyRate | NumCompaniesWorked | OverTime_Yes | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | 0.213 | 0.058 | 0.048 | 0.007 | 0.000 | 0.000 | -0.019 | 0.153 | 0.027 | 0.000 | 0.000 | 0.042 | 0.033 | -0.002 | 0.006 | 0.000 | 0.029 | 0.025 | 0.295 | 0.036 | 0.140 | 0.313 | 0.091 | 0.200 | 0.165 | 0.112 | 0.228 | 0.000 | 0.113 | 0.196 | 0.472 | 0.017 | 0.353 | 0.000 | 0.008 | 0.000 | 0.035 | 0.093 | 0.657 | 0.000 | 0.033 | 0.252 | 0.198 | 0.174 | 0.195 |
| Attrition | 0.213 | 1.000 | 0.110 | 0.040 | 0.062 | 0.079 | 0.074 | 0.067 | 0.000 | 0.016 | 0.046 | 0.037 | 0.000 | 0.061 | 0.000 | 0.115 | 0.009 | 0.044 | 0.132 | 0.216 | 0.017 | 0.092 | 0.075 | 0.076 | 0.081 | 0.000 | 0.000 | 0.151 | 0.099 | 0.085 | 0.172 | 0.217 | 0.010 | 0.107 | 0.243 | 0.000 | 0.000 | 0.039 | 0.198 | 0.208 | 0.079 | 0.095 | 0.173 | 0.169 | 0.027 | 0.179 |
| BusinessTravel_Travel_Frequently | 0.058 | 0.110 | 1.000 | 0.751 | 0.039 | 0.000 | 0.000 | 0.034 | 0.000 | 0.013 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.029 | 0.000 | 0.000 | 0.000 | 0.000 | 0.045 | 0.000 | 0.013 | 0.000 | 0.047 | 0.000 | 0.000 | 0.009 | 0.003 | 0.000 | 0.000 | 0.000 | 0.017 | 0.000 | 0.000 | 0.014 | 0.000 | 0.063 | 0.089 |
| BusinessTravel_Travel_Rarely | 0.048 | 0.040 | 0.751 | 1.000 | 0.000 | 0.000 | 0.000 | 0.044 | 0.000 | 0.012 | 0.019 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.013 | 0.031 | 0.000 | 0.000 | 0.000 | 0.000 | 0.017 | 0.000 | 0.000 | 0.000 | 0.002 | 0.047 | 0.000 | 0.038 | 0.000 | 0.000 | 0.000 | 0.060 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.090 |
| DailyRate | 0.007 | 0.062 | 0.039 | 0.000 | 1.000 | 0.000 | 0.000 | -0.003 | 0.017 | 0.033 | 0.062 | 0.014 | 0.000 | 0.086 | -0.052 | 0.000 | 0.031 | 0.024 | 0.016 | 0.000 | 0.000 | 0.035 | 0.000 | 0.000 | 0.036 | 0.000 | 0.000 | 0.000 | 0.000 | 0.108 | 0.088 | 0.016 | -0.032 | 0.037 | 0.000 | 0.025 | 0.000 | 0.000 | 0.040 | 0.021 | -0.011 | 0.012 | -0.010 | 0.007 | -0.038 | -0.005 |
| Department_Research & Development | 0.000 | 0.079 | 0.000 | 0.000 | 0.000 | 1.000 | 0.905 | 0.000 | 0.000 | 0.123 | 0.476 | 0.180 | 0.056 | 0.025 | 0.043 | 0.022 | 0.000 | 0.000 | 0.000 | 0.247 | 0.258 | 0.334 | 0.063 | 0.237 | 0.170 | 0.360 | 0.732 | 0.332 | 0.000 | 0.000 | 0.000 | 0.227 | 0.000 | 0.000 | 0.000 | 0.048 | 0.016 | 0.025 | 0.000 | 0.020 | 0.035 | 0.054 | 0.000 | 0.000 | 0.000 | 0.000 |
| Department_Sales | 0.000 | 0.074 | 0.000 | 0.000 | 0.000 | 0.905 | 1.000 | 0.000 | 0.000 | 0.097 | 0.525 | 0.164 | 0.055 | 0.012 | 0.000 | 0.000 | 0.016 | 0.000 | 0.025 | 0.297 | 0.120 | 0.302 | 0.019 | 0.214 | 0.153 | 0.326 | 0.807 | 0.367 | 0.000 | 0.000 | 0.018 | 0.262 | 0.000 | 0.000 | 0.000 | 0.000 | 0.013 | 0.032 | 0.000 | 0.000 | 0.044 | 0.039 | 0.000 | 0.000 | 0.000 | 0.000 |
| DistanceFromHome | -0.019 | 0.067 | 0.034 | 0.044 | -0.003 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.021 | 0.039 | 0.000 | 0.030 | 0.020 | 0.028 | 0.054 | 0.000 | 0.000 | 0.041 | 0.000 | 0.044 | 0.000 | 0.023 | 0.000 | 0.000 | 0.000 | 0.006 | 0.003 | 0.040 | -0.010 | 0.066 | 0.030 | 0.058 | 0.025 | 0.015 | -0.003 | -0.025 | 0.000 | 0.011 | 0.014 | -0.005 | 0.004 |
| Education | 0.153 | 0.000 | 0.000 | 0.000 | 0.017 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.064 | 0.061 | 0.072 | 0.000 | 0.045 | 0.019 | 0.000 | 0.000 | 0.000 | 0.088 | 0.000 | 0.043 | 0.000 | 0.000 | 0.058 | 0.000 | 0.047 | 0.094 | 0.015 | 0.000 | 0.000 | 0.094 | 0.037 | 0.101 | 0.001 | 0.021 | 0.000 | 0.016 | 0.027 | 0.095 | 0.027 | 0.000 | 0.071 | 0.029 | 0.000 | 0.000 |
| EducationField_Life Sciences | 0.027 | 0.016 | 0.013 | 0.012 | 0.033 | 0.123 | 0.097 | 0.000 | 0.000 | 1.000 | 0.288 | 0.567 | 0.199 | 0.259 | 0.000 | 0.017 | 0.000 | 0.004 | 0.000 | 0.000 | 0.053 | 0.034 | 0.000 | 0.042 | 0.000 | 0.033 | 0.086 | 0.031 | 0.044 | 0.000 | 0.000 | 0.000 | 0.000 | 0.091 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.043 | 0.000 | 0.014 | 0.000 | 0.000 |
| EducationField_Marketing | 0.000 | 0.046 | 0.000 | 0.019 | 0.062 | 0.476 | 0.525 | 0.000 | 0.064 | 0.288 | 1.000 | 0.233 | 0.076 | 0.102 | 0.035 | 0.000 | 0.000 | 0.075 | 0.029 | 0.172 | 0.055 | 0.156 | 0.000 | 0.108 | 0.074 | 0.169 | 0.454 | 0.126 | 0.055 | 0.000 | 0.000 | 0.150 | 0.003 | 0.072 | 0.000 | 0.000 | 0.000 | 0.067 | 0.000 | 0.059 | 0.055 | 0.009 | 0.000 | 0.051 | 0.000 | 0.029 |
| EducationField_Medical | 0.000 | 0.037 | 0.000 | 0.000 | 0.014 | 0.180 | 0.164 | 0.000 | 0.061 | 0.567 | 0.233 | 1.000 | 0.160 | 0.209 | 0.000 | 0.041 | 0.000 | 0.000 | 0.000 | 0.035 | 0.029 | 0.059 | 0.000 | 0.020 | 0.054 | 0.028 | 0.129 | 0.041 | 0.000 | 0.000 | 0.000 | 0.016 | 0.000 | 0.055 | 0.000 | 0.000 | 0.000 | 0.037 | 0.053 | 0.066 | 0.094 | 0.018 | 0.014 | 0.000 | 0.000 | 0.000 |
| EducationField_Other | 0.042 | 0.000 | 0.000 | 0.000 | 0.000 | 0.056 | 0.055 | 0.000 | 0.072 | 0.199 | 0.076 | 0.160 | 1.000 | 0.066 | 0.037 | 0.050 | 0.000 | 0.037 | 0.000 | 0.000 | 0.000 | 0.048 | 0.000 | 0.000 | 0.000 | 0.000 | 0.021 | 0.008 | 0.000 | 0.000 | 0.000 | 0.055 | 0.051 | 0.053 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.039 | 0.026 | 0.005 | 0.018 | 0.000 | 0.000 | 0.000 |
| EducationField_Technical Degree | 0.033 | 0.061 | 0.000 | 0.000 | 0.086 | 0.025 | 0.012 | 0.021 | 0.000 | 0.259 | 0.102 | 0.209 | 0.066 | 1.000 | 0.000 | 0.000 | 0.000 | 0.015 | 0.000 | 0.069 | 0.000 | 0.000 | 0.022 | 0.000 | 0.000 | 0.068 | 0.050 | 0.045 | 0.000 | 0.000 | 0.000 | 0.041 | 0.000 | 0.013 | 0.000 | 0.032 | 0.000 | 0.039 | 0.000 | 0.000 | 0.045 | 0.008 | 0.000 | 0.000 | 0.000 | 0.000 |
| EmployeeNumber | -0.002 | 0.000 | 0.000 | 0.000 | -0.052 | 0.043 | 0.000 | 0.039 | 0.045 | 0.000 | 0.035 | 0.000 | 0.037 | 0.000 | 1.000 | 0.000 | 0.050 | 0.035 | 0.035 | 0.036 | 0.077 | 0.000 | 0.032 | 0.042 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.012 | 0.007 | 0.016 | -0.008 | 0.029 | 0.055 | 0.068 | -0.004 | 0.027 | 0.000 | 0.013 | -0.001 | 0.008 | -0.005 |
| EnvironmentSatisfaction | 0.006 | 0.115 | 0.000 | 0.000 | 0.000 | 0.022 | 0.000 | 0.000 | 0.019 | 0.017 | 0.000 | 0.041 | 0.050 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.034 | 0.000 | 0.024 | 0.000 | 0.000 | 0.039 | 0.031 | 0.000 | 0.000 | 0.032 | 0.000 | 0.051 | 0.018 | 0.000 | 0.000 | 0.000 | 0.060 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.031 | 0.036 | 0.000 | 0.000 |
| Gender_Male | 0.000 | 0.009 | 0.000 | 0.000 | 0.031 | 0.000 | 0.016 | 0.030 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.050 | 0.000 | 1.000 | 0.000 | 0.000 | 0.048 | 0.019 | 0.061 | 0.017 | 0.057 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.017 | 0.046 | 0.000 | 0.000 | 0.031 | 0.049 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.066 | 0.079 | 0.000 | 0.000 |
| HourlyRate | 0.029 | 0.044 | 0.000 | 0.000 | 0.024 | 0.000 | 0.000 | 0.020 | 0.000 | 0.004 | 0.075 | 0.000 | 0.037 | 0.015 | 0.035 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.053 | 0.000 | 0.077 | 0.000 | 0.038 | 0.000 | 0.000 | 0.000 | 0.010 | 0.039 | 0.051 | -0.020 | -0.015 | 0.019 | 0.064 | -0.010 | 0.000 | 0.000 | 0.052 | -0.012 | 0.000 | 0.000 | -0.029 | -0.034 | -0.052 | -0.014 |
| JobInvolvement | 0.025 | 0.132 | 0.000 | 0.013 | 0.016 | 0.000 | 0.025 | 0.028 | 0.000 | 0.000 | 0.029 | 0.000 | 0.000 | 0.000 | 0.035 | 0.034 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.028 | 0.000 | 0.000 | 0.000 | 0.015 | 0.030 | 0.046 | 0.000 | 0.000 | 0.000 | 0.036 | 0.000 | 0.000 | 0.022 | 0.000 | 0.013 | 0.000 | 0.053 | 0.000 | 0.000 | 0.044 |
| JobLevel | 0.295 | 0.216 | 0.000 | 0.031 | 0.000 | 0.247 | 0.297 | 0.054 | 0.088 | 0.000 | 0.172 | 0.035 | 0.000 | 0.069 | 0.036 | 0.000 | 0.048 | 0.000 | 0.000 | 1.000 | 0.101 | 0.396 | 0.657 | 0.287 | 0.449 | 0.454 | 0.483 | 0.273 | 0.000 | 0.028 | 0.078 | 0.864 | 0.016 | 0.113 | 0.000 | 0.000 | 0.000 | 0.000 | 0.069 | 0.539 | 0.017 | 0.000 | 0.353 | 0.241 | 0.206 | 0.232 |
| JobRole_Human Resources | 0.036 | 0.017 | 0.000 | 0.000 | 0.000 | 0.258 | 0.120 | 0.000 | 0.000 | 0.053 | 0.055 | 0.029 | 0.000 | 0.000 | 0.077 | 0.024 | 0.019 | 0.053 | 0.000 | 0.101 | 1.000 | 0.080 | 0.037 | 0.051 | 0.027 | 0.087 | 0.094 | 0.029 | 0.037 | 0.008 | 0.041 | 0.078 | 0.000 | 0.066 | 0.000 | 0.000 | 0.000 | 0.021 | 0.000 | 0.039 | 0.000 | 0.057 | 0.000 | 0.000 | 0.000 | 0.000 |
| JobRole_Laboratory Technician | 0.140 | 0.092 | 0.000 | 0.000 | 0.035 | 0.334 | 0.302 | 0.000 | 0.043 | 0.034 | 0.156 | 0.059 | 0.048 | 0.000 | 0.000 | 0.000 | 0.061 | 0.000 | 0.000 | 0.396 | 0.080 | 1.000 | 0.120 | 0.148 | 0.104 | 0.227 | 0.243 | 0.106 | 0.000 | 0.000 | 0.000 | 0.379 | 0.000 | 0.068 | 0.034 | 0.000 | 0.000 | 0.059 | 0.032 | 0.215 | 0.000 | 0.015 | 0.132 | 0.123 | 0.091 | 0.089 |
| JobRole_Manager | 0.313 | 0.075 | 0.029 | 0.000 | 0.000 | 0.063 | 0.019 | 0.041 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.022 | 0.032 | 0.000 | 0.017 | 0.077 | 0.000 | 0.657 | 0.037 | 0.120 | 1.000 | 0.082 | 0.054 | 0.130 | 0.140 | 0.055 | 0.000 | 0.039 | 0.045 | 0.727 | 0.000 | 0.085 | 0.000 | 0.068 | 0.011 | 0.000 | 0.080 | 0.572 | 0.000 | 0.000 | 0.415 | 0.193 | 0.248 | 0.207 |
| JobRole_Manufacturing Director | 0.091 | 0.076 | 0.000 | 0.000 | 0.000 | 0.237 | 0.214 | 0.000 | 0.000 | 0.042 | 0.108 | 0.020 | 0.000 | 0.000 | 0.042 | 0.039 | 0.057 | 0.000 | 0.000 | 0.287 | 0.051 | 0.148 | 0.082 | 1.000 | 0.070 | 0.160 | 0.172 | 0.071 | 0.006 | 0.000 | 0.000 | 0.272 | 0.000 | 0.038 | 0.000 | 0.000 | 0.005 | 0.029 | 0.000 | 0.103 | 0.033 | 0.000 | 0.061 | 0.059 | 0.033 | 0.072 |
| JobRole_Research Director | 0.200 | 0.081 | 0.000 | 0.017 | 0.036 | 0.170 | 0.153 | 0.044 | 0.058 | 0.000 | 0.074 | 0.054 | 0.000 | 0.000 | 0.000 | 0.031 | 0.000 | 0.038 | 0.000 | 0.449 | 0.027 | 0.104 | 0.054 | 0.070 | 1.000 | 0.113 | 0.122 | 0.045 | 0.000 | 0.000 | 0.029 | 0.546 | 0.000 | 0.120 | 0.000 | 0.000 | 0.018 | 0.000 | 0.000 | 0.330 | 0.000 | 0.000 | 0.171 | 0.185 | 0.100 | 0.153 |
| JobRole_Research Scientist | 0.165 | 0.000 | 0.000 | 0.000 | 0.000 | 0.360 | 0.326 | 0.000 | 0.000 | 0.033 | 0.169 | 0.028 | 0.000 | 0.068 | 0.000 | 0.000 | 0.000 | 0.000 | 0.028 | 0.454 | 0.087 | 0.227 | 0.130 | 0.160 | 0.113 | 1.000 | 0.263 | 0.115 | 0.000 | 0.028 | 0.045 | 0.405 | 0.000 | 0.071 | 0.046 | 0.041 | 0.000 | 0.026 | 0.021 | 0.256 | 0.039 | 0.060 | 0.140 | 0.148 | 0.109 | 0.119 |
| JobRole_Sales Executive | 0.112 | 0.000 | 0.000 | 0.000 | 0.000 | 0.732 | 0.807 | 0.023 | 0.047 | 0.086 | 0.454 | 0.129 | 0.021 | 0.050 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.483 | 0.094 | 0.243 | 0.140 | 0.172 | 0.122 | 0.263 | 1.000 | 0.124 | 0.023 | 0.000 | 0.000 | 0.462 | 0.000 | 0.042 | 0.000 | 0.000 | 0.029 | 0.047 | 0.018 | 0.213 | 0.000 | 0.000 | 0.155 | 0.124 | 0.061 | 0.089 |
| JobRole_Sales Representative | 0.228 | 0.151 | 0.045 | 0.000 | 0.000 | 0.332 | 0.367 | 0.000 | 0.094 | 0.031 | 0.126 | 0.041 | 0.008 | 0.045 | 0.000 | 0.032 | 0.000 | 0.000 | 0.000 | 0.273 | 0.029 | 0.106 | 0.055 | 0.071 | 0.045 | 0.115 | 0.124 | 1.000 | 0.019 | 0.000 | 0.064 | 0.291 | 0.000 | 0.106 | 0.000 | 0.037 | 0.000 | 0.000 | 0.025 | 0.339 | 0.050 | 0.032 | 0.199 | 0.143 | 0.043 | 0.155 |
| JobSatisfaction | 0.000 | 0.099 | 0.000 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.015 | 0.044 | 0.055 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.010 | 0.000 | 0.000 | 0.037 | 0.000 | 0.000 | 0.006 | 0.000 | 0.000 | 0.023 | 0.019 | 1.000 | 0.000 | 0.000 | 0.000 | 0.048 | 0.000 | 0.022 | 0.000 | 0.026 | 0.000 | 0.000 | 0.024 | 0.021 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| MaritalStatus_Married | 0.113 | 0.085 | 0.013 | 0.047 | 0.108 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.051 | 0.000 | 0.039 | 0.015 | 0.028 | 0.008 | 0.000 | 0.039 | 0.000 | 0.000 | 0.028 | 0.000 | 0.000 | 0.000 | 1.000 | 0.628 | 0.044 | 0.027 | 0.026 | 0.000 | 0.000 | 0.000 | 0.025 | 0.395 | 0.065 | 0.032 | 0.000 | 0.008 | 0.054 | 0.068 | 0.000 |
| MaritalStatus_Single | 0.196 | 0.172 | 0.000 | 0.000 | 0.088 | 0.000 | 0.018 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.018 | 0.017 | 0.051 | 0.030 | 0.078 | 0.041 | 0.000 | 0.045 | 0.000 | 0.029 | 0.045 | 0.000 | 0.064 | 0.000 | 0.628 | 1.000 | 0.081 | 0.000 | 0.055 | 0.000 | 0.000 | 0.000 | 0.008 | 0.790 | 0.113 | 0.000 | 0.000 | 0.033 | 0.080 | 0.000 | 0.048 |
| MonthlyIncome | 0.472 | 0.217 | 0.047 | 0.038 | 0.016 | 0.227 | 0.262 | 0.003 | 0.094 | 0.000 | 0.150 | 0.016 | 0.055 | 0.041 | 0.002 | 0.000 | 0.046 | -0.020 | 0.046 | 0.864 | 0.078 | 0.379 | 0.727 | 0.272 | 0.546 | 0.405 | 0.462 | 0.291 | 0.000 | 0.044 | 0.081 | 1.000 | 0.054 | 0.190 | 0.000 | -0.034 | 0.000 | 0.043 | 0.056 | 0.710 | -0.035 | 0.000 | 0.464 | 0.395 | 0.265 | 0.365 |
| MonthlyRate | 0.017 | 0.010 | 0.000 | 0.000 | -0.032 | 0.000 | 0.000 | 0.040 | 0.037 | 0.000 | 0.003 | 0.000 | 0.051 | 0.000 | 0.012 | 0.000 | 0.000 | -0.015 | 0.000 | 0.016 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.048 | 0.027 | 0.000 | 0.054 | 1.000 | 0.020 | 0.000 | -0.005 | 0.015 | 0.055 | 0.000 | 0.013 | -0.010 | 0.034 | -0.030 | -0.007 | -0.016 | -0.035 |
| NumCompaniesWorked | 0.353 | 0.107 | 0.000 | 0.000 | 0.037 | 0.000 | 0.000 | -0.010 | 0.101 | 0.091 | 0.072 | 0.055 | 0.053 | 0.013 | 0.007 | 0.000 | 0.000 | 0.019 | 0.000 | 0.113 | 0.066 | 0.068 | 0.085 | 0.038 | 0.120 | 0.071 | 0.042 | 0.106 | 0.000 | 0.026 | 0.055 | 0.190 | 0.020 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.315 | -0.047 | 0.051 | -0.171 | -0.128 | -0.067 | -0.144 |
| OverTime_Yes | 0.000 | 0.243 | 0.009 | 0.000 | 0.000 | 0.000 | 0.000 | 0.066 | 0.001 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.016 | 0.060 | 0.031 | 0.064 | 0.000 | 0.000 | 0.000 | 0.034 | 0.000 | 0.000 | 0.000 | 0.046 | 0.000 | 0.000 | 0.022 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.025 | 0.000 | 0.000 | 0.099 | 0.000 | 0.018 | 0.042 | 0.011 | 0.000 |
| PercentSalaryHike | 0.008 | 0.000 | 0.003 | 0.060 | 0.025 | 0.048 | 0.000 | 0.030 | 0.021 | 0.000 | 0.000 | 0.000 | 0.000 | 0.032 | -0.008 | 0.000 | 0.049 | -0.010 | 0.036 | 0.000 | 0.000 | 0.000 | 0.068 | 0.000 | 0.000 | 0.041 | 0.000 | 0.037 | 0.000 | 0.000 | 0.000 | -0.034 | -0.005 | 0.000 | 0.000 | 1.000 | 0.997 | 0.027 | 0.000 | -0.026 | -0.004 | 0.000 | -0.054 | -0.026 | -0.055 | -0.026 |
| PerformanceRating | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.016 | 0.013 | 0.058 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.029 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.011 | 0.005 | 0.018 | 0.000 | 0.029 | 0.000 | 0.026 | 0.000 | 0.000 | 0.000 | 0.015 | 0.000 | 0.000 | 0.997 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.031 | 0.000 | 0.030 |
| RelationshipSatisfaction | 0.035 | 0.039 | 0.000 | 0.000 | 0.000 | 0.025 | 0.032 | 0.025 | 0.016 | 0.000 | 0.067 | 0.037 | 0.000 | 0.039 | 0.055 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.021 | 0.059 | 0.000 | 0.029 | 0.000 | 0.026 | 0.047 | 0.000 | 0.000 | 0.025 | 0.008 | 0.043 | 0.055 | 0.000 | 0.025 | 0.027 | 0.000 | 1.000 | 0.030 | 0.031 | 0.000 | 0.000 | 0.000 | 0.000 | 0.050 | 0.000 |
| StockOptionLevel | 0.093 | 0.198 | 0.000 | 0.000 | 0.040 | 0.000 | 0.000 | 0.015 | 0.027 | 0.000 | 0.000 | 0.053 | 0.000 | 0.000 | 0.068 | 0.000 | 0.000 | 0.052 | 0.022 | 0.069 | 0.000 | 0.032 | 0.080 | 0.000 | 0.000 | 0.021 | 0.018 | 0.025 | 0.000 | 0.395 | 0.790 | 0.056 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.030 | 1.000 | 0.064 | 0.000 | 0.019 | 0.012 | 0.023 | 0.056 | 0.030 |
| TotalWorkingYears | 0.657 | 0.208 | 0.017 | 0.000 | 0.021 | 0.020 | 0.000 | -0.003 | 0.095 | 0.000 | 0.059 | 0.066 | 0.039 | 0.000 | -0.004 | 0.000 | 0.000 | -0.012 | 0.000 | 0.539 | 0.039 | 0.215 | 0.572 | 0.103 | 0.330 | 0.256 | 0.213 | 0.339 | 0.024 | 0.065 | 0.113 | 0.710 | 0.013 | 0.315 | 0.000 | -0.026 | 0.000 | 0.031 | 0.064 | 1.000 | -0.014 | 0.000 | 0.594 | 0.493 | 0.335 | 0.495 |
| TrainingTimesLastYear | 0.000 | 0.079 | 0.000 | 0.000 | -0.011 | 0.035 | 0.044 | -0.025 | 0.027 | 0.000 | 0.055 | 0.094 | 0.026 | 0.045 | 0.027 | 0.000 | 0.000 | 0.000 | 0.013 | 0.017 | 0.000 | 0.000 | 0.000 | 0.033 | 0.000 | 0.039 | 0.000 | 0.050 | 0.021 | 0.032 | 0.000 | -0.035 | -0.010 | -0.047 | 0.099 | -0.004 | 0.000 | 0.000 | 0.000 | -0.014 | 1.000 | 0.000 | 0.001 | 0.005 | 0.010 | -0.012 |
| WorkLifeBalance | 0.033 | 0.095 | 0.000 | 0.000 | 0.012 | 0.054 | 0.039 | 0.000 | 0.000 | 0.043 | 0.009 | 0.018 | 0.005 | 0.008 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.057 | 0.015 | 0.000 | 0.000 | 0.000 | 0.060 | 0.000 | 0.032 | 0.000 | 0.000 | 0.000 | 0.000 | 0.034 | 0.051 | 0.000 | 0.000 | 0.000 | 0.000 | 0.019 | 0.000 | 0.000 | 1.000 | 0.020 | 0.025 | 0.000 | 0.031 |
| YearsAtCompany | 0.252 | 0.173 | 0.014 | 0.000 | -0.010 | 0.000 | 0.000 | 0.011 | 0.071 | 0.000 | 0.000 | 0.014 | 0.018 | 0.000 | 0.013 | 0.031 | 0.066 | -0.029 | 0.053 | 0.353 | 0.000 | 0.132 | 0.415 | 0.061 | 0.171 | 0.140 | 0.155 | 0.199 | 0.000 | 0.008 | 0.033 | 0.464 | -0.030 | -0.171 | 0.018 | -0.054 | 0.000 | 0.000 | 0.012 | 0.594 | 0.001 | 0.020 | 1.000 | 0.854 | 0.520 | 0.843 |
| YearsInCurrentRole | 0.198 | 0.169 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.014 | 0.029 | 0.014 | 0.051 | 0.000 | 0.000 | 0.000 | -0.001 | 0.036 | 0.079 | -0.034 | 0.000 | 0.241 | 0.000 | 0.123 | 0.193 | 0.059 | 0.185 | 0.148 | 0.124 | 0.143 | 0.000 | 0.054 | 0.080 | 0.395 | -0.007 | -0.128 | 0.042 | -0.026 | 0.031 | 0.000 | 0.023 | 0.493 | 0.005 | 0.025 | 0.854 | 1.000 | 0.506 | 0.725 |
| YearsSinceLastPromotion | 0.174 | 0.027 | 0.063 | 0.000 | -0.038 | 0.000 | 0.000 | -0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 | 0.000 | 0.000 | -0.052 | 0.000 | 0.206 | 0.000 | 0.091 | 0.248 | 0.033 | 0.100 | 0.109 | 0.061 | 0.043 | 0.000 | 0.068 | 0.000 | 0.265 | -0.016 | -0.067 | 0.011 | -0.055 | 0.000 | 0.050 | 0.056 | 0.335 | 0.010 | 0.000 | 0.520 | 0.506 | 1.000 | 0.467 |
| YearsWithCurrManager | 0.195 | 0.179 | 0.089 | 0.090 | -0.005 | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | 0.029 | 0.000 | 0.000 | 0.000 | -0.005 | 0.000 | 0.000 | -0.014 | 0.044 | 0.232 | 0.000 | 0.089 | 0.207 | 0.072 | 0.153 | 0.119 | 0.089 | 0.155 | 0.000 | 0.000 | 0.048 | 0.365 | -0.035 | -0.144 | 0.000 | -0.026 | 0.030 | 0.000 | 0.030 | 0.495 | -0.012 | 0.031 | 0.843 | 0.725 | 0.467 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| Age | Attrition | DailyRate | DistanceFromHome | Education | EmployeeNumber | EnvironmentSatisfaction | HourlyRate | JobInvolvement | JobLevel | JobSatisfaction | MonthlyIncome | MonthlyRate | NumCompaniesWorked | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | BusinessTravel_Travel_Frequently | BusinessTravel_Travel_Rarely | Department_Research & Development | Department_Sales | EducationField_Life Sciences | EducationField_Marketing | EducationField_Medical | EducationField_Other | EducationField_Technical Degree | Gender_Male | JobRole_Human Resources | JobRole_Laboratory Technician | JobRole_Manager | JobRole_Manufacturing Director | JobRole_Research Director | JobRole_Research Scientist | JobRole_Sales Executive | JobRole_Sales Representative | MaritalStatus_Married | MaritalStatus_Single | OverTime_Yes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 41 | Yes | 1102 | 1 | 2 | 1 | 2 | 94 | 3 | 2 | 4 | 5993 | 19479 | 8 | 11 | 3 | 1 | 0 | 8 | 0 | 1 | 6 | 4 | 0 | 5 | False | True | False | True | True | False | False | False | False | False | False | False | False | False | False | False | True | False | False | True | True |
| 1 | 49 | No | 279 | 8 | 1 | 2 | 3 | 61 | 2 | 2 | 2 | 5130 | 24907 | 1 | 23 | 4 | 4 | 1 | 10 | 3 | 3 | 10 | 7 | 1 | 7 | True | False | True | False | True | False | False | False | False | True | False | False | False | False | False | True | False | False | True | False | False |
| 2 | 37 | Yes | 1373 | 2 | 2 | 4 | 4 | 92 | 2 | 1 | 3 | 2090 | 2396 | 6 | 15 | 3 | 2 | 0 | 7 | 3 | 3 | 0 | 0 | 0 | 0 | False | True | True | False | False | False | False | True | False | True | False | True | False | False | False | False | False | False | False | True | True |
| 3 | 33 | No | 1392 | 3 | 4 | 5 | 4 | 56 | 3 | 1 | 3 | 2909 | 23159 | 1 | 11 | 3 | 3 | 0 | 8 | 3 | 3 | 8 | 7 | 3 | 0 | True | False | True | False | True | False | False | False | False | False | False | False | False | False | False | True | False | False | True | False | True |
| 4 | 27 | No | 591 | 2 | 1 | 7 | 1 | 40 | 3 | 1 | 2 | 3468 | 16632 | 9 | 12 | 3 | 4 | 1 | 6 | 3 | 3 | 2 | 2 | 2 | 2 | False | True | True | False | False | False | True | False | False | True | False | True | False | False | False | False | False | False | True | False | False |
| 5 | 32 | No | 1005 | 2 | 2 | 8 | 4 | 79 | 3 | 1 | 4 | 3068 | 11864 | 0 | 13 | 3 | 3 | 0 | 8 | 2 | 2 | 7 | 7 | 3 | 6 | True | False | True | False | True | False | False | False | False | True | False | True | False | False | False | False | False | False | False | True | False |
| 6 | 59 | No | 1324 | 3 | 3 | 10 | 3 | 81 | 4 | 1 | 1 | 2670 | 9964 | 4 | 20 | 4 | 1 | 3 | 12 | 3 | 2 | 1 | 0 | 0 | 0 | False | True | True | False | False | False | True | False | False | False | False | True | False | False | False | False | False | False | True | False | True |
| 7 | 30 | No | 1358 | 24 | 1 | 11 | 4 | 67 | 3 | 1 | 3 | 2693 | 13335 | 1 | 22 | 4 | 2 | 1 | 1 | 2 | 3 | 1 | 0 | 0 | 0 | False | True | True | False | True | False | False | False | False | True | False | True | False | False | False | False | False | False | False | False | False |
| 8 | 38 | No | 216 | 23 | 3 | 12 | 4 | 44 | 2 | 3 | 3 | 9526 | 8787 | 0 | 21 | 4 | 2 | 0 | 10 | 2 | 3 | 9 | 7 | 1 | 8 | True | False | True | False | True | False | False | False | False | True | False | False | False | True | False | False | False | False | False | True | False |
| 9 | 36 | No | 1299 | 27 | 3 | 13 | 3 | 94 | 3 | 2 | 3 | 5237 | 16577 | 6 | 13 | 3 | 2 | 2 | 17 | 3 | 2 | 7 | 7 | 7 | 7 | False | True | True | False | False | False | True | False | False | True | False | False | False | False | False | False | False | False | True | False | False |
| Age | Attrition | DailyRate | DistanceFromHome | Education | EmployeeNumber | EnvironmentSatisfaction | HourlyRate | JobInvolvement | JobLevel | JobSatisfaction | MonthlyIncome | MonthlyRate | NumCompaniesWorked | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | BusinessTravel_Travel_Frequently | BusinessTravel_Travel_Rarely | Department_Research & Development | Department_Sales | EducationField_Life Sciences | EducationField_Marketing | EducationField_Medical | EducationField_Other | EducationField_Technical Degree | Gender_Male | JobRole_Human Resources | JobRole_Laboratory Technician | JobRole_Manager | JobRole_Manufacturing Director | JobRole_Research Director | JobRole_Research Scientist | JobRole_Sales Executive | JobRole_Sales Representative | MaritalStatus_Married | MaritalStatus_Single | OverTime_Yes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1460 | 29 | No | 468 | 28 | 4 | 2054 | 4 | 73 | 2 | 1 | 1 | 3785 | 8489 | 1 | 14 | 3 | 2 | 0 | 5 | 3 | 1 | 5 | 4 | 0 | 4 | False | True | True | False | False | False | True | False | False | False | False | False | False | False | False | True | False | False | False | True | False |
| 1461 | 50 | Yes | 410 | 28 | 3 | 2055 | 4 | 39 | 2 | 3 | 1 | 10854 | 16586 | 4 | 13 | 3 | 2 | 1 | 20 | 3 | 3 | 3 | 2 | 2 | 0 | False | True | False | True | False | True | False | False | False | True | False | False | False | False | False | False | True | False | False | False | True |
| 1462 | 39 | No | 722 | 24 | 1 | 2056 | 2 | 60 | 2 | 4 | 4 | 12031 | 8828 | 0 | 11 | 3 | 1 | 1 | 21 | 2 | 2 | 20 | 9 | 9 | 6 | False | True | False | True | False | True | False | False | False | False | False | False | False | False | False | False | True | False | True | False | False |
| 1463 | 31 | No | 325 | 5 | 3 | 2057 | 2 | 74 | 3 | 2 | 1 | 9936 | 3787 | 0 | 19 | 3 | 2 | 0 | 10 | 2 | 3 | 9 | 4 | 1 | 7 | False | False | True | False | False | False | True | False | False | True | False | False | False | True | False | False | False | False | False | True | False |
| 1464 | 26 | No | 1167 | 5 | 3 | 2060 | 4 | 30 | 2 | 1 | 3 | 2966 | 21378 | 0 | 18 | 3 | 4 | 0 | 5 | 2 | 3 | 4 | 2 | 0 | 0 | False | True | False | True | False | False | False | True | False | False | False | False | False | False | False | False | False | True | False | True | False |
| 1465 | 36 | No | 884 | 23 | 2 | 2061 | 3 | 41 | 4 | 2 | 4 | 2571 | 12290 | 4 | 17 | 3 | 3 | 1 | 17 | 3 | 3 | 5 | 2 | 0 | 3 | True | False | True | False | False | False | True | False | False | True | False | True | False | False | False | False | False | False | True | False | False |
| 1466 | 39 | No | 613 | 6 | 1 | 2062 | 4 | 42 | 2 | 3 | 1 | 9991 | 21457 | 4 | 15 | 3 | 1 | 1 | 9 | 5 | 3 | 7 | 7 | 1 | 7 | False | True | True | False | False | False | True | False | False | True | False | False | False | False | False | False | False | False | True | False | False |
| 1467 | 27 | No | 155 | 4 | 3 | 2064 | 2 | 87 | 4 | 2 | 2 | 6142 | 5174 | 1 | 20 | 4 | 2 | 1 | 6 | 0 | 3 | 6 | 2 | 0 | 3 | False | True | True | False | True | False | False | False | False | True | False | False | False | True | False | False | False | False | True | False | True |
| 1468 | 49 | No | 1023 | 2 | 3 | 2065 | 4 | 63 | 2 | 2 | 2 | 5390 | 13243 | 2 | 14 | 3 | 4 | 0 | 17 | 3 | 2 | 9 | 6 | 0 | 8 | True | False | False | True | False | False | True | False | False | True | False | False | False | False | False | False | True | False | True | False | False |
| 1469 | 34 | No | 628 | 8 | 3 | 2068 | 2 | 82 | 4 | 2 | 3 | 4404 | 10228 | 2 | 12 | 3 | 1 | 0 | 6 | 3 | 4 | 4 | 3 | 1 | 2 | False | True | True | False | False | False | True | False | False | True | False | True | False | False | False | False | False | False | True | False | False |